{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting ResNet Model With GradCAM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook loads the pretrained ResNet model given by [PaddleClas](https://github.com/PaddlePaddle/PaddleClas/tree/release/2.0) and performs image classification on selected images. \n",
    "\n",
    "Interpretations of the predictions are generated and visualized using Gradient CAM algorithm, specifically the `GradCAMInterpreter` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import paddle\n",
    "import interpretdl as it\n",
    "from interpretdl.data_processor.readers import read_image\n",
    "from assets.resnet import ResNet50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have't done so, please first download the pretrained ResNet50 model by runnig the cell below or directly from [this link](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams). \n",
    "More pretrained models can be found in [PaddleClas Model Zoo](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084#Model_zoo_overview)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downloads and the model to assets/\n",
    "!wget https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams -P assets/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize `paddle_model` and load weights. `ResNet50` is borrowed from PaddleClas [architectures](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084/ppcls/modeling/architectures)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = \"assets/ResNet50_pretrained.pdparams\"\n",
    "paddle_model = ResNet50()\n",
    "\n",
    "state_dict = paddle.load(MODEL_PATH)\n",
    "paddle_model.set_dict(state_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the `GradCAMInterpreter`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "gradcam = it.GradCAMInterpreter(paddle_model, use_cuda=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before interpreting the image, we first take a look at the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F7F881FD410>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_path = 'assets/catdog.png'\n",
    "x = Image.fromarray(read_image(img_path)[0])\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let Gradient CAM method helps us `interpret` the image with respect to the predicted label, which is bull mastiff. We choose the last layer as the target layer.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F7F8816DF50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = gradcam.interpret(\n",
    "        img_path,\n",
    "        'res5c.conv2',\n",
    "        labels=None,\n",
    "        visual=True,\n",
    "        save_path=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what happens if our target label is 282 (tiger cat.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F7F88185FD0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = gradcam.interpret(\n",
    "        img_path,\n",
    "        'res5c.conv2',\n",
    "        labels=282,\n",
    "        visual=True,\n",
    "        save_path=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that `GradCAMInterpreter` also supports multiple images as inputs. They can be either processed images or a list of image filepaths. Feel free to play around with it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "firstEnv",
   "language": "python",
   "name": "firstenv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
